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  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This notebook outlines methods to calculate barometric efficiency from groundwater well data using Python. First we import some sample data, then we analyze the data with a few different techniques."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%matplotlib inline\n",
      "import pandas as pd\n",
      "import numpy as np\n",
      "import os\n",
      "import glob\n",
      "import urllib2\n",
      "import xmltodict\n",
      "import matplotlib.pyplot as plt\n",
      "import statsmodels.tsa.tsatools as tools\n",
      "from pandas.stats.api import ols\n",
      "from pylab import rcParams\n",
      "rcParams['figure.figsize'] = 15, 10"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def readxle(infile):\n",
      "    def getfilename(path):\n",
      "        # this function extracts the file name without file path or extension\n",
      "        return path.split('\\\\').pop().split('/').pop().rsplit('.', 1)[0]\n",
      "    # accomodate for files online\n",
      "    if infile[0:3]=='htt' or infile[0:3]=='ftp':\n",
      "        response = urllib2.urlopen(infile)\n",
      "        data = response.read()\n",
      "        obj = xmltodict.parse(data,encoding=\"ISO-8859-1\")\n",
      "    else:\n",
      "        # open text file\n",
      "        with open(infile) as fd:\n",
      "            # parse xml\n",
      "            obj = xmltodict.parse(fd.read(),encoding=\"ISO-8859-1\")\n",
      "    # navigate through xml to the data\n",
      "    wellrawdata = obj['Body_xle']['Data']['Log']\n",
      "    # convert xml data to pandas dataframe\n",
      "    f = pd.DataFrame(wellrawdata)\n",
      "    # get header names and apply to the pandas dataframe\n",
      "    f[obj['Body_xle']['Ch1_data_header']['Identification']] = f['ch1']\n",
      "    f[obj['Body_xle']['Ch2_data_header']['Identification']] = f['ch2']\n",
      "\n",
      "    # add extension-free file name to dataframe\n",
      "    f['name'] = getfilename(infile)\n",
      "    # combine Date and Time fields into one field\n",
      "    f['DateTime'] = pd.to_datetime(f.apply(lambda x: x['Date'] + ' ' + x['Time'], 1))\n",
      "    f[obj['Body_xle']['Ch1_data_header']['Identification']] = f[obj['Body_xle']['Ch1_data_header']['Identification']].convert_objects(convert_numeric=True)\n",
      "    f = f.reset_index()\n",
      "    f = f.set_index('DateTime')\n",
      "    f = f.drop(['Date','Time','@id','ch1','ch2','index','ms'],axis=1)\n",
      "    return f"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# import relevant data from github\n",
      "bpfileurl = \"https://raw.githubusercontent.com/inkenbrandt/Earth_Tides/master/pw03%20baro%202015-03-04.xle\"\n",
      "wlfileurl = \"https://raw.githubusercontent.com/inkenbrandt/Earth_Tides/master/ag13a%202015-03-03.xle\"\n",
      "\n",
      "bp = readxle(bpfileurl)\n",
      "bp['bp'] = bp['Level']\n",
      "\n",
      "wl = readxle(wlfileurl)\n",
      "# unvented transducer provides absolute pressure in feet of water above transducer\n",
      "wl['wl_and_bp'] = wl['LEVEL']\n",
      "\n",
      "# merge bp and wl data\n",
      "data = pd.merge(bp, wl, left_index=True, right_index=True, how='inner')\n",
      "\n",
      "# calculate vented water level in feet of water above transducer\n",
      "data['wl'] = data['wl_and_bp']-data['bp']\n",
      "\n",
      "# drop old fields\n",
      "data.drop(['Level','LEVEL','Temperature','TEMPERATURE','name_x','name_y','wl_and_bp'], axis=1, inplace=True)\n",
      "data.dropna(inplace=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# plot the data\n",
      "x = data.index.to_datetime()\n",
      "y1 = data['wl']\n",
      "y2 = data['bp']\n",
      "\n",
      "fig, ax1 = plt.subplots()\n",
      "plt.title('Barometric Pressure and Water Level over Time')\n",
      "ax2 = ax1.twinx()\n",
      "ax1.plot(x,y1,c='r',label='Water Level')\n",
      "ax1.set_ylabel('Well Transducer Pressure (ft)', color='r') \n",
      "ax2.set_ylabel('Barometric Pressure (ft)', color='b') \n",
      "ax2.plot(x,y2,c='b',label='Barometric Pressure')\n",
      "h1, l1 = ax1.get_legend_handles_labels()\n",
      "h2, l2 = ax2.get_legend_handles_labels()\n",
      "ax1.legend(h1+h2, l1+l2, loc=3)\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "<matplotlib.legend.Legend at 0x8bd3950>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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RkWr617/g1FOhUyebj7J9e3juOTj88GS3TBLEe18AHOO9PxQ4FBjrnIuu2rQC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IglQJLT3T2w/66ad6dM4W9zxhlxO+QBEEJbqzl9PDWrWCoUFfF6U23dsrKcIXgkKW6J5kNmzXuu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\nIiIiIpKQ/w9H5sE6DgoVygAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x88a9810>"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Barometric Efficiency"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This notebook outlines methods to calculate barometric efficiency from groundwater well data. Barometric efficiency is the ratio of changes in well water levels to changes in barometric pressure (Rasmussen and Crawford, 1997).\n",
      "$$ \n",
      "be = \\frac{\\Delta wl}{\\Delta bp}\n",
      "$$"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "There are several different methods that one can apply to determine barometric efficiency. The most simple is to take first differences of barometric pressure and water level and then compute a linear regression of the two."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data['dwl'] = data['wl'].diff()\n",
      "data['dbp'] = data['bp'].diff()\n",
      "\n",
      "regression = ols(y=data['dwl'], x=data['dbp'])\n",
      "m = regression.beta.x\n",
      "b = regression.beta.intercept\n",
      "r = regression.r2\n",
      "#r = (regression.beta.r)**2\n",
      "plt.scatter(y=data['dwl'], x=data['dbp'])\n",
      "\n",
      "y_reg = [data['dbp'][i]*m+b for i in range(len(data['dbp']))]\n",
      "\n",
      "plt.plot(data['dbp'],y_reg, \n",
      "         label='Regression: Y = {m:.4f}X + {b:.5}\\nr^2 = {r:.4f}\\n BE = {be:.2f} '.format(m=m,b=b,r=r,be=m))\n",
      "plt.legend()\n",
      "plt.xlabel('Sum of Barometric Pressure Changes (ft)')\n",
      "plt.ylabel('Sum of Water-Level Changes (ft)')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "<matplotlib.text.Text at 0x88cf030>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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jChkZE8s7TURERERqCaWnSq2XmwvJyZCXB82awfffQ+PG4W6VVIQK4YiIeFN6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\nds7j8suXF61vHCzOlhY6giAIg0GfolEpdb95uQ/9P7AgCIJw3nMIbaK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BGFSK1SgOZTRw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M1gg4rFqlRFxYwIsRZscZFUuraxylpnC8/p5hzjlVcb6Z63xhKaQeH4H9a+dq1hVD1ntdnXruMM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\nAAAACEXQCAAAAAAIRdAIAAAAAAhF0AgAAAAACEXQC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Amm5ufxGGBBRGzLeS4ATs92n4qI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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x8e7d7b0>"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Clark's (1967) method is one way to calculate barometric efficiency.  <a href=http://pubs.usgs.gov/wri/wri034267/wri03_4267.pdf>Merritt (2004)</a> outlines how to perform this method very well. "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# clark's method\n",
      "def clarks(data,bp,wl):\n",
      "    data['dwl'] = data[wl].diff()\n",
      "    data['dbp'] = data[bp].diff()\n",
      "    \n",
      "    data['beta'] = data['dbp']*data['dwl']\n",
      "    data['Sbp'] = np.abs(data['dbp']).cumsum()\n",
      "    data['Swl'] = data[['dwl','beta']].apply(lambda x: -1*np.abs(x[0]) if x[1]>0 else np.abs(x[0]), axis=1).cumsum()\n",
      "    plt.figure()\n",
      "    plt.plot(data['Sbp'],data['Swl'])\n",
      "    regression = ols(y=data['Swl'], x=data['Sbp'])\n",
      "    \n",
      "    m = regression.beta.x\n",
      "    b = regression.beta.intercept\n",
      "    r = regression.r2\n",
      "    \n",
      "    y_reg = [data.ix[i,'Sbp']*m+b for i in range(len(data['Sbp']))]\n",
      "\n",
      "    plt.plot(data['Sbp'],y_reg,\n",
      "             label='Regression: Y = {m:.4f}X + {b:.5}\\nr^2 = {r:.4f}\\n BE = {be:.2f} '.format(m=m,b=b,r=r,be=m))\n",
      "    plt.legend()\n",
      "    plt.xlabel('Sum of Barometric Pressure Changes (ft)')\n",
      "    plt.ylabel('Sum of Water-Level Changes (ft)')\n",
      "    data.drop(['dwl','dbp','Sbp','Swl'],axis=1,inplace=True)\n",
      "    return m,b,r\n",
      "\n",
      "m,b,r = clarks(data, 'bp','wl')\n",
      "print m\n",
      "print b\n",
      "print r"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "0.627174234161\n",
        "-0.955536232102\n",
        "0.993171472694\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Hu8tXL3P03NGMKS4by/SAZ4zpaowpY4wpYIwpb4z54rr2yin13omIiIiISO6T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FwMtHY9/G1mToviaY9Lqrl1+MfAOWV3wm4U3SH3oegm2Np18ycdzN/6+X9TdC2dTtGSdQplV8Ql\nrL+9bWmOiH8HJkVEN2AhcDRFq9JF5TgoQk134NKya2wA4zLz9Yi4GvhORDwM3Eux79pb140R8Sng\nniIvMY8ijNV2awT4HvCziHiS4t7LORTdS2tbStvuj5PLdb9S/t2rg33QOnw1RWvto8BzwAPA38sn\nvn4T+EW5nT2AnwOPt7ft79mpmY9FxHoR0Ssz5/P+c/A3QFNETC3vw9sduA5JUodi2Z6+LEmSurqI\nWDsz3yhb0u6leNDMyx9ymccC8zLzgmWY9mqK/1x48sOsU5IamS14kiRpWV1XtjCvBpz2YcNd6T+B\nby1torIr6TWGO0laMlvwJEmSJKlB+JAVSZIkSWoQBjxJkiRJahAGPEmSJElqEAY8SZIkSWoQBjxJ\nkiRJahAGPEmSJElqEP8fNdmX+MM3uDwAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x881ed70>"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We can also apply the barometric response function technique outlined by Rasmussen and Crawford (1997). This method uses convolution to least squares regression to identify and remove barometric effects."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def baro_eff(df,bp,wl,lag=100):\n",
      "    df.dropna(inplace=True)\n",
      "    dwl = df[wl].diff().values[1:-1]\n",
      "    dbp = df[bp].diff().values[1:-1]\n",
      "    #dwl = df[wl].values[1:-1]\n",
      "    #dbp = df[bp].values[1:-1]\n",
      "    df['j_dates'] = df.index.to_julian_date()\n",
      "    lag_time = df['j_dates'].diff().cumsum().values[1:-1]\n",
      "    df.drop('j_dates',axis=1,in_place=True)\n",
      "    # Calculate BP Response Function\n",
      "\n",
      "    ## create lag matrix for regression\n",
      "    bpmat = tools.lagmat(dbp, lag, original='in')\n",
      "    ## transpose matrix to determine required length\n",
      "    ## run least squared regression\n",
      "    sqrd = np.linalg.lstsq(bpmat,dwl)\n",
      "    wlls = sqrd[0]\n",
      "    cumls = np.cumsum(wlls)\n",
      "    negcumls = [-1*cumls[i] for i in range(len(cumls))]\n",
      "    ymod = np.dot(bpmat,wlls)\n",
      "    \n",
      "    ## resid gives the residual of the bp\n",
      "    resid=[(dwl[i] - ymod[i]) for i in range(len(dwl))]\n",
      "    lag_trim = lag_time[0:len(cumls)]\n",
      "    return negcumls, cumls, ymod, resid, lag_time, dwl, dbp"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "negcumls, cumls, ymod, resid, lag_time, dwl, dbp = baro_eff(data, 'bp','wl',100)\n",
      "plt.figure()\n",
      "lag_trim = lag_time[0:len(negcumls)]\n",
      "plt.scatter(lag_trim*24,negcumls, label='b.p. alone')\n",
      "plt.xlabel('lag (hours)')\n",
      "plt.ylabel('barometric response')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 10,
       "text": [
        "<matplotlib.text.Text at 0x10e76a10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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fLUme3Vr7+9H2I5L8cWvtc/egvnM1aOkDAAAWVqctfSP3j/keAACAGbaViVxenuSNVfWq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\nAQAA9Nj/DzuRtuZKBWUmAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10d5ec70>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.figure()\n",
      "x = data.index.to_datetime()[1:]\n",
      "y1 = resid\n",
      "y2 = data['wl'][1:]\n",
      "\n",
      "fig, ax1 = plt.subplots()\n",
      "plt.title('Corrected Water Level')\n",
      "ax2 = ax1.twinx()\n",
      "ax1.plot(x,y1,c='r',label='Residual Water Level')\n",
      "ax1.set_ylabel('Residual Water Level (ft)', color='r') \n",
      "ax2.set_ylabel('Uncorrected Water Level (ft)', color='b') \n",
      "ax2.plot(x,y2,c='b',label='Uncorrected Water Level')\n",
      "h1, l1 = ax1.get_legend_handles_labels()\n",
      "h2, l2 = ax2.get_legend_handles_labels()\n",
      "ax1.legend(h1+h2, l1+l2, loc=3)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 11,
       "text": [
        "<matplotlib.legend.Legend at 0x12862390>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x10bbe790>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Xevbcse0tt1iQuvvuqft29dUwcqQCUil8+Ryy2xZYFHN7cWRbujbtYhs45zoC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\nYcM46KCDqF+/PqtXr+aaa65h4MCB9OvXj7p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       "text": [
        "<matplotlib.figure.Figure at 0x10bbe630>"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "References"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "<a href=http://cedb.asce.org/cgi/WWWdisplay.cgi?14622>Clark, W.E., 1967, Computing the barometric efficiency of a well: Journal of the Hydraulics Division, American Society of Civil Engineers, v. 93, no. HY4, p. 93-98.</a><br/><br/>\n",
      "<a href=http://pubs.usgs.gov/wri/wri034267/wri03_4267.pdf>Merritt, M.L., 2004, Estimating hydraulic properties of the\n",
      "floridan aquifer system by analysis of earth-tide, ocean-tide, and barometric effects, Collier and Hendry Counties, Florida: U.S. Geological Survey Water-Resources Investigations Report 03-4267, 70 p.</a><br/><br/>\n",
      "<a href=http://onlinelibrary.wiley.com/doi/10.1111/j.1745-6584.1997.tb00111.x/abstract>Rasmussen, T.C., and Crawford, L.A., 1997, Identifying and removing barometric pressure effects in confined and unconfined aquifers: Ground Water, v. 35, n. 3, pp. 502-511. doi: 10.1111/j.1745-6584.1997.tb00111.x</a><br/><br/>\n"
     ]
    }
   ],
   "metadata": {}
  }
 ]
}